{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "import qutip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matrices = ['I', 'X', 'Y', 'Z']\n",
    "G=nx.Graph()\n",
    "for m1 in matrices:\n",
    "    for m2 in matrices:\n",
    "        G.add_node(m1 + m2)\n",
    "        \n",
    "matrices = [('I', qutip.identity(2)), ('X', qutip.sigmax()), ('Y', qutip.sigmay()), ('Z', qutip.sigmaz())]\n",
    "\n",
    "colors = []\n",
    "for m1 in matrices:\n",
    "    for m2 in matrices:\n",
    "        src = m1[0] + m2[0]\n",
    "        for m3 in matrices:\n",
    "            for m4 in matrices:\n",
    "                dst = m3[0] + m4[0]\n",
    "                if src != dst:\n",
    "                    if qutip.commutator(qutip.tensor(m1[1], m2[1]), qutip.tensor(m3[1], m4[1])).norm() == 0:\n",
    "                        if qutip.commutator(m1[1], m3[1]).norm() == 0 and qutip.commutator(m2[1], m4[1]).norm() == 0:\n",
    "                            G.add_edge(src, dst, color='#88ade8')\n",
    "                        else:\n",
    "                            G.add_edge(src, dst, color='#d95b59')\n",
    "                            \n",
    "colors = [edge[2]['color'] for edge in G.edges(data=True)]\n",
    "\n",
    "nx.draw(G, pos=nx.circular_layout(G), with_labels=True, font_family=\"Times\", font_size=16, node_color='#ffffff', node_size=1930, edge_color=colors)\n",
    "ax = plt.gca() # to get the current axis\n",
    "ax.collections[0].set_edgecolor(\"#000000\") \n",
    "plt.savefig(\"two_qubit_pauli_graph.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
